Pith Number

pith:F53AASVB

pith:2023:F53AASVBTE574QXMNWH4QHGLTY

not attested not anchored not stored refs pending

On the Second-Order Convergence of Biased Policy Gradient Algorithms

Diego Klabjan, Siqiao Mu

arxiv:2311.02546 v4 · 2023-11-05 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F53AASVBTE574QXMNWH4QHGLTY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T08:18:45.970395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f76004aa1993bfe42ec6d8fc81ccb9e3b0d24da21ce64b2d12400037a137725

Aliases

arxiv: 2311.02546 · arxiv_version: 2311.02546v4 · doi: 10.48550/arxiv.2311.02546 · pith_short_12: F53AASVBTE57 · pith_short_16: F53AASVBTE574QXM · pith_short_8: F53AASVB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/F53AASVBTE574QXMNWH4QHGLTY \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 2f76004aa1993bfe42ec6d8fc81ccb9e3b0d24da21ce64b2d12400037a137725

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01cbfb06af85288048c5374213d937a75f6e88baaf696afcfb59bb1339dd2c54",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-05T02:33:30Z",
    "title_canon_sha256": "13167ee8f38d9947e67c56ca9a40aa62531c02e5ed863eb553fbe979ffdab284"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02546",
    "kind": "arxiv",
    "version": 4
  }
}